Learning styles identify what students say they prefer, not what improves their learning. Students often mistake comfort for effectiveness. They choose the method that feels easiest, not the one that leads to durable memory. A student may claim they prefer to “listen” rather than “read.” Another may insist they “need” visuals. But preference doesn’t always reflect how memory works. In fact, preference can often be misleading.